{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "5ad9e704",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "31\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "'''题干\n",
    "3月份和5月份每天最高气温\n",
    "x =\n",
    "[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,\n",
    "23]\n",
    "y_10 = [26, 26, 28, 19, 21, 17, 16, 19, 18, 20, 20, 19, 22, 23, 17, 20, 21, 20, 22, 15, 11, 15, 5, 13, 17, 10, 11, 13,\n",
    "        12, 13, 6]\n",
    "'''\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "my_font=font_manager.FontProperties(fname='C:\\\\Windows\\\\Fonts\\\\simhei.ttf',size=15)\n",
    "\n",
    "plt.figure(figsize=(20,8),dpi=80)\n",
    "\n",
    "y =[11,17,16,11,12,11,12,6,6,7,8,9,12,15,14,17,18,21,16,17,20,14,15,15,15,19,21,22,22,22,\n",
    "23]\n",
    "y_10 = [26, 26, 28, 19, 21, 17, 16, 19, 18, 20, 20, 19, 22, 23, 17, 20, 21, 20, 22, 15, 11, 15, 5, 13, 17, 10, 11, 13,\n",
    "        12, 13, 6]\n",
    "x=range(1,32)\n",
    "x_10=range(50,81)\n",
    "\n",
    "print(len(y_10))\n",
    "\n",
    "#设置x轴刻度\n",
    "\n",
    "x_fin=list(x)+list(x_10)\n",
    "x_ticks_label=['3月{}日'.format(i) for i in x]\n",
    "x_ticks_label+=['5月{}日'.format(i-50) for i in x_10]\n",
    "plt.xticks(x_fin[::2],x_ticks_label[::2],fontproperties=my_font,rotation=45)\n",
    "\n",
    "\n",
    "#设置标签和标题\n",
    "plt.xlabel('时间：月 日',fontproperties=my_font)\n",
    "plt.ylabel('温度',fontproperties=my_font)\n",
    "plt.title('3和5月份温度表',fontproperties=my_font,size=18)\n",
    "\n",
    "\n",
    "plt.scatter(x,y,label='3月份')\n",
    "plt.scatter(x_10,y_10,label='5月份')\n",
    "#绘制图例\n",
    "plt.legend(loc='upper right',prop=my_font)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5af17f40",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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